They are scheduled to run in a certain month, starting on the first day of that month and ending on the last day of that month. The antecedent of "which" is "month".
The first day can be referred to as "the first day of [the month in which they are scheduled to run]". The last day can be referred to as "the last day of [the month in which they are scheduled to run]".